"No, no, no," Sarah whispered, her voice barely audible. The email on her laptop screen danced before her eyes. It was a joke, a sick prank. It *had* to be. She blinked, trying to clear her vision, but the words remained. The reality settled like a cold stone in her stomach.

She slammed the laptop shut with a loud *thwack*, startling herself. The sudden movement sent a sharp pain through her shoulder. Her hands were clammy, her palms slick. She felt a hysterical giggle bubble up from her chest, threatening to erupt. She pressed her lips together, willing it to stay inside. She needed to be strong, to sort through the chaos. But where to even begin?

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

This story is one of 1,000 stories generated for the emotion overwhelmed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 overwhelmed stories, after denoising with neutral dialogue baselines, produces the overwhelmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the overwhelmed vector is projected through the unembedding matrix.

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264